Price Prediction

Feature Importances

Model Summary

metric Score
mean-squared-error 61119.356
root-mean-squared-error 247.223
mean-absolute-error 172.224
mean-absolute-percentage-error 316104221085933.44
R-squared 0.714

Predicted vs Actual

Residuals

Plot vs feature

Are predictions and residuals correlated with features?

Individual Predictions

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Prediction

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Contributions Plot

How has each feature contributed to the prediction?
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Partial Dependence Plot

Contributions Table

How has each feature contributed to the prediction?
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Feature Dependence

Shap Summary

Ordering features by shap value

Shap Dependence

Relationship between feature value and SHAP value

Feature Interactions

Interactions Summary

Ordering features by shap interaction value

Interaction Dependence

Relation between feature value and shap interaction value

Decision Trees

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Decision Trees

Displaying individual decision trees inside xgboost model
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Decision path table

Decision path through decision tree
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